Title :
Reconsideration of rules in tables with non-deterministic data
Author :
Sakai, Hiroki ; Mao Wu ; Yamaguchi, Naoto ; Chenxi Liu ; Nakata, Mitsuru
Author_Institution :
Dept. of Appl. Sci. for Integrated Syst. Eng., Kyushu Inst. of Technol., Kitakyushu, Japan
Abstract :
This paper briefly surveys rough set-based framework RNIA (Rough Non-deterministic Information Analysis), which can handle tables with non-deterministic data. Each rough set-based concept in the standard tables is redefined based on the possible world semantics. Especially, in rule generation, we reconsider the definition of rules, because the standard definition of rule generation cannot be applicable to defining rules in RNIA. In this paper, we describe the new framework for handling rules in RNIA, which gives us new rule-based table data analysis.
Keywords :
data analysis; information analysis; knowledge based systems; rough set theory; nondeterministic data; rough non-deterministic information analysis; rough set-based concept; rule generation; rule-based table data analysis; set-based framework RNIA; standard tables; world semantics; Accuracy; Data mining; Information analysis; Information systems; Rough sets; Software algorithms; Software tools;
Conference_Titel :
Granular Computing (GrC), 2014 IEEE International Conference on
Conference_Location :
Noboribetsu
DOI :
10.1109/GRC.2014.6982841